Computer Vision and Image Recognition: Concepts and Algorithms

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About Course

Nowadays, users share a massive amount of data through apps, social networks, and websites in the form of images. With the rise of smartphones and high-resolution cameras, the number of generated digital images and videos has increase dramatically.

Image recognition, a subcategory of Computer Vision and Artificial Intelligence, represents a set of methods for detecting and analysing images to enable the automation of a specific task. Image recognition and computer vision techniques can understand the digital images, specifically identifying places, people, objects, and many other types of elements within an image and drawing conclusions from them by analysing them.

The goal of this program is to enable your skills, essentially turn image data for analysis with applying deep learning, which helps to improve the productivity of the business. To accomplish this, the image recognition and computer vision course include TensorFlow programming, implementing neural network using TensorFlow framework, Image classification, object detection and Face recognition etc.

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What Will You Learn?

  • Apply TensorFlow programming for neural network implementations
  • Create multiple variants of deep learning models using neural network techniques.
  • Classify the images in to respective classes or category.
  • Detect or locate specific object present in an image
  • Identify or match the human face from digital image

Course Content

Programming with TensorFlow

  • TensorFlow Installation
  • Evolution of Tensorflow
  • Getting Started with Tensorflow
  • Hello World! Program using Tensorflow
  • Variables and Constants
  • Placeholders in Tensorflow
  • Tensorflow Graph Concept
  • Basic Function using Tensorflow
  • Basic Function in Tensorflow using Placeholders
  • Tensorboard
  • Tensorflow 2.0
  • Hello World 2.0
  • Distributed Execution
  • Constants and Variables in Tensorflow 2.0
  • Optimizer in Tensorflow 2.0
  • Using upgrade tool
  • Matrix Multiplication using TensorFlow
  • TF 1 program for solving an equation
  • Tensorflow Quiz

Foundations of Neural Networks

Computer Vision and Image Recognition